Origin and Limits of Invariant Warming Patterns in Climate Models

Fuente: arXiv
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Main Authors: Giani, Paolo, Fiore, Arlene M., Flierl, Glenn, Ferrari, Raffaele, Selin, Noelle E.
Format: Preprint
Published: 2024
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author Giani, Paolo
Fiore, Arlene M.
Flierl, Glenn
Ferrari, Raffaele
Selin, Noelle E.
author_facet Giani, Paolo
Fiore, Arlene M.
Flierl, Glenn
Ferrari, Raffaele
Selin, Noelle E.
contents Climate models exhibit an approximately invariant surface warming pattern in typical end-of-century projections. This observation has been used extensively in climate impact assessments for fast calculations of local temperature anomalies, with a linear procedure known as pattern scaling. At the same time, emerging research has also shown that time-varying warming patterns are necessary to explain the time evolution of effective climate sensitivity in coupled models, a mechanism that is known as the pattern effect and that seemingly challenges the pattern scaling understanding. Here we present a simple theory based on local energy balance arguments to reconcile this apparent contradiction. Specifically, we show that the pattern invariance is an inherent feature of exponential forcing, linear feedbacks, a constant forcing pattern and diffusive dynamics. These conditions are approximately met in most CMIP6 Shared Socioeconomic Pathways (SSP), except in the Arctic where nonlinear feedbacks are important and in regions where aerosols considerably alter the forcing pattern. In idealized experiments where concentrations of CO2 are abruptly increased, such as those used to study the pattern effect, the warming pattern can change considerably over time because of spatially inhomogeneous ocean heat uptake, even in the absence of nonlinear feedbacks. Our results illustrate why typical future projections are amenable to pattern scaling, and provide a plausible explanation of why more complicated approaches, such as nonlinear emulators, have only shown marginal improvements in accuracy over simple linear calculations.
format Preprint
id arxiv_https___arxiv_org_abs_2411_14183
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Origin and Limits of Invariant Warming Patterns in Climate Models
Giani, Paolo
Fiore, Arlene M.
Flierl, Glenn
Ferrari, Raffaele
Selin, Noelle E.
Atmospheric and Oceanic Physics
Climate models exhibit an approximately invariant surface warming pattern in typical end-of-century projections. This observation has been used extensively in climate impact assessments for fast calculations of local temperature anomalies, with a linear procedure known as pattern scaling. At the same time, emerging research has also shown that time-varying warming patterns are necessary to explain the time evolution of effective climate sensitivity in coupled models, a mechanism that is known as the pattern effect and that seemingly challenges the pattern scaling understanding. Here we present a simple theory based on local energy balance arguments to reconcile this apparent contradiction. Specifically, we show that the pattern invariance is an inherent feature of exponential forcing, linear feedbacks, a constant forcing pattern and diffusive dynamics. These conditions are approximately met in most CMIP6 Shared Socioeconomic Pathways (SSP), except in the Arctic where nonlinear feedbacks are important and in regions where aerosols considerably alter the forcing pattern. In idealized experiments where concentrations of CO2 are abruptly increased, such as those used to study the pattern effect, the warming pattern can change considerably over time because of spatially inhomogeneous ocean heat uptake, even in the absence of nonlinear feedbacks. Our results illustrate why typical future projections are amenable to pattern scaling, and provide a plausible explanation of why more complicated approaches, such as nonlinear emulators, have only shown marginal improvements in accuracy over simple linear calculations.
title Origin and Limits of Invariant Warming Patterns in Climate Models
topic Atmospheric and Oceanic Physics
url https://arxiv.org/abs/2411.14183